Pith Number

pith:2LYANST3

pith:2025:2LYANST326V5U7TEGSS4YSOP7A

not attested not anchored not stored refs pending

NLGR: Utilizing Neighbor Lists for Generative Rerank in Personalized Recommendation Systems

Chi Wang, Qi Tang, Senjie Kou, Shuli Wang, Wenshuai Chen, Xingxing Wang, Xiong Xiao, Xue Wei, Yinhua Zhu

arxiv:2502.06097 v2 · 2025-02-10 · cs.IR · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2LYANST326V5U7TEGSS4YSOP7A}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-07-05T10:12:27.576961Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d2f006ca7bd7abda7e6434a5cc49cff81672d302e5207056544d03f818f0614d

Aliases

arxiv: 2502.06097 · arxiv_version: 2502.06097v2 · doi: 10.48550/arxiv.2502.06097 · pith_short_12: 2LYANST326V5 · pith_short_16: 2LYANST326V5U7TE · pith_short_8: 2LYANST3

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/2LYANST326V5U7TEGSS4YSOP7A \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: d2f006ca7bd7abda7e6434a5cc49cff81672d302e5207056544d03f818f0614d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a027abb10f74e20d3d6696d5e7d4a8375e64a5c5fa78b7f1b1b78ebb0a44b31e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2025-02-10T02:06:17Z",
    "title_canon_sha256": "73367834dca30d19c7cd5aeb467fd2e039e097e3e20d5784adc71eedc50051db"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.06097",
    "kind": "arxiv",
    "version": 2
  }
}